gaku52/07-ai/llm-and-ai-comparison
07-ai/llm-and-ai-comparison/SKILL.md
[日本語版](../../ja/07-ai/llm-and-ai-comparison/SKILL.md) # LLM and AI Model Comparison > The world of LLMs is evolving rapidly. This skill systematically covers everything about leveraging LLMs — from comparing the characteristics of Claude, GPT, Gemini, and Llama, to prompt engineering, RAG, fine-tuning, and evaluation methodologies. ## Target Audience - Engineers developing applications powered by LLMs - Professionals evaluating and comparing AI models - Those seeking to master prompt enginee
$ install --global
skillsauthnpx skillsauth add gaku52/claude-code-skills 07-ai/llm-and-ai-comparisonInstall this skill globally with one command. Works with Claude Code, Cursor, and Windsurf.
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SKILL.md
日本語版
LLM and AI Model Comparison
The world of LLMs is evolving rapidly. This skill systematically covers everything about leveraging LLMs — from comparing the characteristics of Claude, GPT, Gemini, and Llama, to prompt engineering, RAG, fine-tuning, and evaluation methodologies.
Target Audience
- Engineers developing applications powered by LLMs
- Professionals evaluating and comparing AI models
- Those seeking to master prompt engineering
Prerequisites
- Foundational AI/ML concepts
- Basic knowledge of Web APIs
- Basics of Python or TypeScript
Learning Guide
00-fundamentals — LLM Fundamentals
| # | File | Description | |---|------|-------------|
01-models — Model Comparison
| # | File | Description | |---|------|-------------|
02-techniques — Applied Techniques
| # | File | Description | |---|------|-------------|
03-applications — Applications
| # | File | Description | |---|------|-------------|
04-evaluation — Evaluation and Safety
| # | File | Description | |---|------|-------------|
Quick Reference
LLM Model Comparison (as of late 2024):
Model | Strengths | Cost | Use Case
────────────────┼────────────────────────┼─────────┼─────────────
Claude Opus | Reasoning, analysis, | High | Complex tasks
| coding | |
Claude Sonnet | Well-balanced | Medium | General purpose
GPT-4o | Multimodal | High | General purpose
Gemini Pro | Long context, search | Medium | Google integration
| integration | |
Llama 3 | Open, customizable | Self- | Self-hosting
| | hosted |
Mistral | Cost-effective, | Low-Med | EU projects
| EU-based | |
References
- Anthropic. "Claude Documentation." docs.anthropic.com, 2024.
- OpenAI. "API Documentation." platform.openai.com, 2024.
- Vaswani, A. et al. "Attention Is All You Need." NeurIPS, 2017.
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